{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 熊猫与羊驼分类"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [
    {
     "data": {
      "text/plain": "tensor(68.2000)"
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "mean = torch.Tensor([16,48,27,238,12]).mean()\n",
    "mean"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T06:31:57.585074500Z",
     "start_time": "2023-10-09T06:31:30.133568100Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 准备数据集"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "from torchvision import datasets,transforms\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data_transforms = {\n",
    "    'train':transforms.Compose([\n",
    "        transforms.Resize(230),\n",
    "        transforms.CenterCrop(224),\n",
    "        transforms.RandomHorizontalFlip(),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.5,0.5,0.5],[0.5,0.5,0.5])\n",
    "    ]),\n",
    "    'test':transforms.Compose([\n",
    "        transforms.Resize(230),\n",
    "        transforms.CenterCrop(224),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.5,0.5,0.5],[0.5,0.5,0.5])\n",
    "    ])\n",
    "}"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T06:35:56.706105800Z",
     "start_time": "2023-10-09T06:35:51.589919900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 准备数据"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "data_train = \"F:/机器学习数据集/代码资源_PyTorch深度学习入门/CH4/data/train\"\n",
    "data_test = 'F:/机器学习数据集/代码资源_PyTorch深度学习入门/CH4/data/test'\n",
    "trainset = datasets.ImageFolder(data_train,data_transforms['train'])\n",
    "testset = datasets.ImageFolder(data_test,data_transforms['test'])\n",
    "\n",
    "trainloader = torch.utils.data.DataLoader(trainset,batch_size=5,shuffle=True,num_workers=4)\n",
    "testloader = torch.utils.data.DataLoader(testset,batch_size=5,shuffle=True,num_workers=4)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T06:41:07.372211800Z",
     "start_time": "2023-10-09T06:41:07.346175400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def imshow(inputs):\n",
    "    inputs = inputs/2+0.5\n",
    "    inputs = inputs.numpy().transpose((1,2,0))\n",
    "    plt.imshow(inputs)\n",
    "    plt.show()\n",
    "\n",
    "inputs,classes = next(iter(trainloader))\n",
    "imshow(torchvision.utils.make_grid(inputs))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T06:43:06.743070900Z",
     "start_time": "2023-10-09T06:42:55.646122100Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 加载预训练模型"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\myAnaconda\\envs\\PyTorch\\lib\\site-packages\\torchvision\\models\\_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
      "  warnings.warn(\n",
      "E:\\myAnaconda\\envs\\PyTorch\\lib\\site-packages\\torchvision\\models\\_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AlexNet(\n",
      "  (features): Sequential(\n",
      "    (0): Conv2d(3, 64, kernel_size=(11, 11), stride=(4, 4), padding=(2, 2))\n",
      "    (1): ReLU(inplace=True)\n",
      "    (2): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (3): Conv2d(64, 192, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2))\n",
      "    (4): ReLU(inplace=True)\n",
      "    (5): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (6): Conv2d(192, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (7): ReLU(inplace=True)\n",
      "    (8): Conv2d(384, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (9): ReLU(inplace=True)\n",
      "    (10): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (11): ReLU(inplace=True)\n",
      "    (12): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  )\n",
      "  (avgpool): AdaptiveAvgPool2d(output_size=(6, 6))\n",
      "  (classifier): Sequential(\n",
      "    (0): Dropout(p=0.5, inplace=False)\n",
      "    (1): Linear(in_features=9216, out_features=4096, bias=True)\n",
      "    (2): ReLU(inplace=True)\n",
      "    (3): Dropout(p=0.5, inplace=False)\n",
      "    (4): Linear(in_features=4096, out_features=4096, bias=True)\n",
      "    (5): ReLU(inplace=True)\n",
      "    (6): Linear(in_features=4096, out_features=1000, bias=True)\n",
      "  )\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "from torchvision import models\n",
    "alexnet = models.alexnet(pretrained=True)\n",
    "print(alexnet)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T06:44:50.177104300Z",
     "start_time": "2023-10-09T06:44:48.846332Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 重新定义全连接层"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "# 限制原来连接层的参数更新\n",
    "for param in alexnet.parameters():\n",
    "    param.requires_grad = False\n",
    "\n",
    "alexnet.classifier = nn.Sequential(\n",
    "    nn.Dropout(),\n",
    "    nn.Linear(256*6*6,4096),\n",
    "    nn.ReLU(inplace=True),\n",
    "    nn.Dropout(),\n",
    "    nn.Linear(4096,4096),\n",
    "    nn.ReLU(inplace=True),\n",
    "    nn.Linear(4096,2)\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T06:50:12.334559100Z",
     "start_time": "2023-10-09T06:50:11.873561800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [],
   "source": [
    "CUDA = torch.cuda.is_available()\n",
    "if CUDA:\n",
    "    alexnet = alexnet.cuda()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T06:50:47.624785800Z",
     "start_time": "2023-10-09T06:50:43.163905400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "criterion = nn.CrossEntropyLoss()\n",
    "from torch import optim\n",
    "optimizer = optim.SGD(alexnet.classifier.parameters(),lr=0.001,momentum=0.9)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T06:53:01.622714200Z",
     "start_time": "2023-10-09T06:53:01.602712500Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 训练函数和测试函数"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [],
   "source": [
    "def train(model,criterion,optimizer,epochs=1):\n",
    "    for epoch in range(epochs):\n",
    "        running_loss = 0.0\n",
    "        for i,data in enumerate(trainloader,0):\n",
    "            inputs,labels = data\n",
    "            if CUDA:\n",
    "                inputs,labels = inputs.cuda(),labels.cuda()\n",
    "            optimizer.zero_grad()\n",
    "            outputs = model(inputs)\n",
    "            loss = criterion(outputs,labels)\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "\n",
    "            running_loss+= loss.item()\n",
    "            if i %10==9:\n",
    "                print('[Epoch:%d,Batch:%5d] loss %.3f'%(epoch+1,i+1,running_loss/100))\n",
    "                running_loss=0.0\n",
    "    print('训练结束')\n",
    "\n",
    "def test(testloader,model):\n",
    "    correct = 0\n",
    "    total = 0\n",
    "    for data in testloader:\n",
    "        images,labels = data\n",
    "        if CUDA:\n",
    "            images,labels = images.cuda(),labels.cuda()\n",
    "        outputs = model(images)\n",
    "        _,pred = torch.max(outputs.data,1)\n",
    "        total+=labels.size(0)\n",
    "        correct+=(pred==labels).sum()\n",
    "    print('测试集精度:%d %%'%(100*correct/total))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T07:06:12.389507400Z",
     "start_time": "2023-10-09T07:06:12.352506700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Epoch:1,Batch:   10] loss 0.062\n",
      "[Epoch:1,Batch:   20] loss 0.058\n",
      "[Epoch:1,Batch:   30] loss 0.044\n",
      "[Epoch:1,Batch:   40] loss 0.015\n",
      "[Epoch:1,Batch:   50] loss 0.020\n",
      "[Epoch:1,Batch:   60] loss 0.015\n",
      "[Epoch:1,Batch:   70] loss 0.034\n",
      "[Epoch:1,Batch:   80] loss 0.015\n",
      "[Epoch:2,Batch:   10] loss 0.004\n",
      "[Epoch:2,Batch:   20] loss 0.004\n",
      "[Epoch:2,Batch:   30] loss 0.003\n",
      "[Epoch:2,Batch:   40] loss 0.001\n",
      "[Epoch:2,Batch:   50] loss 0.002\n",
      "[Epoch:2,Batch:   60] loss 0.001\n",
      "[Epoch:2,Batch:   70] loss 0.002\n",
      "[Epoch:2,Batch:   80] loss 0.027\n",
      "训练结束\n",
      "测试集精度:96 %\n"
     ]
    }
   ],
   "source": [
    "train(alexnet,criterion,optimizer,epochs=2)\n",
    "test(testloader,alexnet)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T07:10:01.891959500Z",
     "start_time": "2023-10-09T07:07:25.083718800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [
    "# 保存模型\n",
    "# 需要全英文路径\n",
    "torch.save(alexnet.state_dict(),'F:/DLMoudle/han_module1.pkl')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-09T07:27:22.547548100Z",
     "start_time": "2023-10-09T07:27:18.706968200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
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